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Tree View   Mplus Discussion Announcements Exploratory Factor Analysis Confirmatory Factor Analysis Structural Equation Modeling Categorical Data Modeling Growth Modeling of Longitudinal Data Latent Variable Mixture Modeling Solutions for Mixture Multinomial logistic regression Comparisons between classes LATENT CLASS REGRESSION MODEL PART Power analysis Structural equation mixture model Class Probabilities Growth mixture modeling within a cohort sequential design Monte Carlo Study LCA with effects between indicators and DIF corrections Negative variance estimates Changes in latent class membership when predictors are in... Parallel process growth mixture modeling-is it possible? LCA: Choosing Initial Conditional Probabilities & Number ... LCA fit with very sparse response patterns Latent Profile Analysis Data distribution assumptions with version 2.0 App7 example: odd covariance in class 1 Goodness-of-fit statistics for mixture models Fitted and raw data question Non-Invariant Psi and Theta Survival analysis LCA and Nominal data Predictors of latent class membership Training Data LCA and cluster analysis Complier Average Causal Efect (CACE) estimation LCA with binary and categorical indicators, and continuou... Mixture modeling with multilevel data Binary and continuous dependent variables indicating the ... Ordered categorical as mixture indicator? Reporting Results Correlate covariates in Growth Mixture Modeling LCA and binary outcome variable Estimation of Continuous Regression within classes Set time scales free Class sizes Equality Constraints Across Latent Classes LCGA var/cov specification Class with "no growth" LCA s.e.'s for estimates in probability scale Significant Test in LCA with Continuous Outcome Problems with parameter estimation LCA syntax problem Probit-linear mixed model with correlated errors Group differences in LCA The difference between GMM and LCGA Power analysis Interpreating distal outcomes Latent Transition Analysis (LTA) Latent Profile Analysis Multinomial logistic regression Two questions about LCA Within class variability Characterizing trajectories in mixture modeling Distal outcome thresholds in GGMM Performance of factor mixture models Latent Class Conjoint Analysis Thresholds for Latent Class Analysis Retrospective classification Thresholds fixed at +/-15 Effect sizes LPA with covariates/Multiple group LPA First order deriviate product matrix in GMM's Modeling a sensitive survey strategy Sample size and interpretation Residual Analysis LPA in lieu of growth mixture modeling Type I error Testing number of latent classes Dual processor aware Missing example on discrete-time survival analysis Missing convergence command in Version 3? Latent class models Multigroup factor mixture model Question regarding example penn-app6 Sources of Mplus Demonstrating differences in progression across classes Linear Regression Titles Missing data modeling with MLR Time-varying covariates Categorical and continuous indicator Randomization of start values Sequential process gmm with two categorical latent vars Reference group in GMM with X Time scores Selecting the number of classes Distal outcome in GGMM LCA and multiple imputation GGMM with 100 sets of random start values Reducing number of variables in LPA Standard Error Question Including covariates in LCA Chi-Square Values for Nominal LCA/LTA Models Latent Profile Analysis with Clustered Observations Constraining Transition Parameters in LTA Three sequential processes Changing the reference group Multilevel Discrete Time Survival Analysis with Long-term... Multivariate Growth Mixture Modeling, is it possible? Unequal Covariance in Mixture Modeling Problem Skew & Kurtosis test in growth mixture model LCA classes as independent variables in regression model Discrete-time survival model Question about Definition of Group and Heterogenity for GGMM LCA with Covariates, Missing Data, and Plots Interactions and cubic terms Questions about mixture model Model constraints Size of classes in the sem mixture modeling Assigning individual's class membership using imputation Modeling error structures and heteroschedasticity in LGMM Use single categorical variable, multiple dichotomous var... Single-class LGMM vs. LGM & correlated errors in censored... LCA and covariates Scree plot interpretation of AIC/BIC in LGMM? LCA Question Basis issues on mixture modeling Absense of local independence Nonlinear GMM Sequential growth mixture modeling with multilevel data Growth mixture modeling and distal outcomes A citation on hidden Markov model in Mplus manual Which value to be fixed on in Markov model IRT latent class (mixture) modeling Calculating probabilities P Value Average Latent Class Probabilities GGMM with algorithm=integration and missing data General Questions on (m-level) Mixture Modeling Comparing latent means across latent classes Class varying (co)variance paramters Multilevel mixture model Bivariate Process of Mixtures Confidence Intervals for Odds Ratios Latent Class Segmentation GMM vs. LCGA LCGA Weights different in LCA No event in a period in survival analysis Some Question about Mixture model Mixture model with latent classes Data Exportation with Latent-Class Models Class Selection LCA with CFA Savedata with LCA St Error and EM algorithm Non-positive definite matrix How do I Clasify each record in the file Distal Outcomes Mixture sem models with longitudinal data Evaluating trajectories with categorical outcomes Output - some message about mixture model LCA (Example 7.9) with three or more classes LCA convergence problem FMM/LPA Syntax problem Strength of covariate in GMM Comparing LCs in samples of different sizes Model Comparison Knownclass statement and cprobabilities file Complex Sampling Design and Subpopulations Output Re: Nominal/Categorical Variables Montecarlo for Mixture Modeling Categorical latent variables as IV and DV LCA to examine lack of measurement invariance LCA and sampling weights Treat indicators as categorical or continuous? GMM with classes in addition to LGM GMM and nonlinear growth Variance across classes Changing the reference class in conditional LCGA Single indicator latent variable Class numbers for SEM multiple latent variable LCA Model Modification Indices Computer for Mplus4 (Bootstrapped LRT, etc.) Identification of two-indicator LC model Taxometrics GMM Tech 14 How can I improve my PC Poisson ACE model Latent Profile Transition Analysis (LPTA) Value of Variables in LPA Factor mixture model for 2 classes with 2 factors Suggestions for cleaner estimation Logistic model with LC variable as predictor Use of Mixture Modeling to test for CMB Feasibility of a Latent Class Analysis Second-Order Latent Class Model Start Values Problem recreating optimal model Multilevel LCA/LCR Variable Type for latent class analysis Multiple group approach with latent classes Latent construct as a moderator Problems with LCA with covariates How to monitor progress without using tech8 Between level latent class analysis Observations for mixture structural models LCA with Count Variables Correlated variables in LCA? LCA with varying indicators Tech10 standardized residuals Multilevel covariates in cross-sectional LCA Latent class regression Monte Carlo example Muthen et al. (2002) model 2 syntax Latent class analysis with random effect LCA class differences and factorial invariance? Variable Type for Mixture Model Logit intercepts for MARKOVS Factor score-like output in Mixture models How to adjust for binary explantory variables Deriving p-values A question about cross-sectional LCA LCA Interpretation of Output Conditional probabilities in LCA GMM output ZIP output for inflation intercepts Multilevel mixture modeling Cross Sectional Data with a Preponderance of Zeros Regressing outcomes on latent classes Class membership posterior probability calculation Convert Probabilities File to SPSS? Significance of variances of growth factors Classification of individuals How to free the variance of model ? Using LCA outcome to specify different CFA models LPA with uncorrelated indicators LCAStandard errors may not be trustworthy Alpha(c) Ill-conditioned Fisher Matrix LCGA several time points LCA with distal outcome? Gmm and binary outcome variable MPlus LCA versus PROC LCA (SAS) Latent Class Analysis or EFA Standardized residuals for LCMs Writing to savedata file Comparing model fit when changing assumptions Individual estimates: simultaneous mix mod Histograms Continuous distal outcomes with LPA LCA logit threshold A Beginner's LTA question Fixing latent classes? What is a good value of entropy Number of variables compared to subjects How to see cohesion of a class (or is it possble?) CFA Mixture + Covariates Latent class probability scale Changing order of classes for LMR test Mixture model with Count data: mean growth factors LTA mover/stayer: thresholds Another basic question Finding mixtures of level two variables Multigroup mixture modelling using Knownclass Running Mplus remotely on a cluster Problems with plot Intercepts/factor means in the LCA-model Macintosh files and "observations is 0" error GMM trajectories to predict outcomes LCGA with count outcome Testing model fit in GMM Regressing 1 LCA on another LCA Problem with Mplus 5 LCA with many covariates Reordering latent classes, output problems Minimal number of cases in GMM Factor mixture model with continuous variables Latent growth modeling Parallel Processes - Part 1 Log-linear effect parameterization LCA: Sample Size & Subgroup Comparisons Nonstandard finite mixture Mardia test in type=general meanstructure Variance and covariance GoM in MPlus Two part mixture Timing Comparison Multiple grp 2 part growth equality constraints Operators in model constraint section Validation of mixture model solution Unusually high odds ratio Random starts results in Mplus 5 Identical iterations Regime switching in GMM LCA and longitudinal analysis LPA with composite index? Unperturbed starting values Descriptive statistics Multiple Groups and CFA Mixture Modeling Mixture optimization algorithm LCA vs cluster analysis Batch files of multiple models Training data worsens fit of mixture model? Random draw from a 2-normal mixture structure Entropies Normality and GMM Quick BLRT question Correlated residuals in LCA Different growth curve models in GMM Error: Variable [...] removed from usevariables LCA on orthogonal principle components LTA with interaction The sign of a latent variable Formative vs reflective indicaotrs in LCA Relaxing restrictions in GMM Inconsistent BLRT across comparable models Latent Class Question Starting values in LGMM IRT Model: Estimating Group-level Ability FMA ALTA in Mplus Problem with constraints Observed Items with Mixed Measurement Levels Likelihood function: Unboundedness & local maxima Should variables be correlated when doing a LCA? Using classes for prediction Categorical indicators & thresholds Latent categorical variables sharing indicators Latent variable as predictor of latent class? Warnings in LCA output Effective weights in Growth Mixture Models Tech1 output as a text file? Ordinal, Nominal and Interval Indicators Examples from Muthén (2004) chapter missing? Tech 11: Constraining LCA solutions Equivalence of FMM & LCA/LPA ? CFA mixture model: reference category change GMM with binary covariate influencing class Auxiliary option Partial conditional independence Latent class analysis with nominal indicators Processing speed Interpreting output for predictors Predicted scores for outcome of class membership Local Independence Assumption GMM with binary outcome Individual growth parameter estimates Predicting latent growth factors in LCGA Constrain one class Largest class being last class Duration of analytic runs LCA: covariates and multuple groups Factor mixture Regressing growth factors on covariates Why do fit indices change? Nominal Dep. Vari with Latent Class & Latent Vari Graphing problem LCA using classes to predict a continuous outcome LCA_questions Listwise deletion and mixture Obtaining means in LGMM with covariates Mixture Modeling with Cross-Sectional Data Compute elasticities & marginal effects for a LCM Sava data in GMM ZIP Multiple processors LCA with correlated covariates Fundamental Issues in GGMM No substance use class Growth Mixture Modeling and Missing Data Interpretaton of regression coefficients Investigating DIF with factor mixture models Item R-square Parallel Process Growth Modeling Decide linear or quadratic for GMM model LCA-model fit with alternative not nested classes GMM with multiple imputation class-specific means of each time point GMM appropriate Data Invariance in factor structure Latent Class Analysis with covariates and outcomes Setting latent class membership N's Cfa and lpa .out files problems "alternative parameterizations" formula? Need reference for auxiliary command test Mixture Regression Diverging LMR and BLRT p-values LCGA and singular matrix Mixed Latent Markov Modeling LCA with known classes using training variables Forcing class membership BIC vs. LRT and singularity Latent Transition Analysis Modeling 2 Reciprocating Feedback Processes LPA and GMM Repeated events (Cox model) Random effect in the GMM model LCA + non-observed patterns Free constrained variance Fmm for continuous variables LPA with Covariates with chosen refenrence class Item Response Probabilities Item Parceling with Mixture Models Order of latent classes, GMM Variance in growth mixture model Predicting existing trajectories Covariates in Growth Mixture Modeling Loglikelihood replication Non-recursive model in latent class analysis Latent class with covariates: estimation of (c1)? MLF Metric of Indicators for GMM Comparing Optimal Model Fit to Alternative Model LPA: Cluster Size Minimum? Two-staged regression How much of a big deal is tech10? Curves predicting curves Mplus capabilities with very large datasets Fitting a multivariate latent trait model in Mplus Wald test for mean equality Power for LCA analysis LCA and sample size LCA/LTA using multiply imputed data Mixture Rasch model Multigroup LCA, Covariates, Non-Replication CFA mixture 1-class/baseline model Complex Survey Data Program for LCFA Mixed dependent variable Skewed varaibles for latent class/profile analysis Bizarre Threshold Estimates Problem about mixture regression Question on LFA Use Variables List Estimating classes at Respondent level Pausing Mplus computation Factor mixture modeling - changing start values Warning LCA Estimated Probabilities as function of covariates LPA predicting growth factors? LCA distal outcomes and covariates ZIP GMM Sample Statistics & Graphs Loglikelihood Association between categorical latent variables Specifying latent class indicators in mixture reg. Unknown Classes LCGA and Changing the Reference Group LCA: help interpreting output/errors C1 WITH c2 -- Parametrization=loglinear Auxiliary (r) and knownclass? Output prob Discrete time survival w/h TVC on time since event Sing.info matrix &non-pos def 1st deriv matrix Data Simulation for Mixture Modeling Final class count and proportions with empty cells LCA with Discrete-Time Survival Analysis Covariates vs. DVs in latent class analysis LCA: problem with covariances for categorical data Relationship Between Classes in LCA Replicating the best loglikelihood Id variables and number of classes Dual Trajectory Analysis FMMs Likelihood ratio test between nested LCA models Three latent class variables, crossed A problem met when fitting Mixed Rasch Model Logistic regression Chi-square =1 Syntax for three-way loglinear interaction LPA results LTA vs. LCA? Entropy and BIC Bayesian mixture model Use of LC probabilities to predict outcomes Latent class for cross-sectional time-series Joint GMM and discrete time survival HMM with continuous indicators Pseudo-class draws Bivariate HMM? Sampling Weights in LCA Model Correction for Vuong-Lo-Mendell-Rubin test Estimation Issues in LCA LMR and BLRT LCA, distal outcome and moderation Setting reference class Scales for latent variable Dimensionality and Latent Class Analysis Covariates with zero variance in LCGA How to pick the best model? Longitudinal patterns of multivariate variables Interaction between Cg and C on distal outcome Tech 14 Warning Message Bootstrap CI for comparing classes Latent Classes with different durations? 'parameters'and'Degrees of Freedom'for LCA Item response probabilites LTA Indicators in LCA and class size Slope loadings for multilevel growth mixture model Posterior probabilities for LCA model Strictly positive chi-square dif test in LCA Statistically comparing CRMs by latent profile Monte Carlo Simulations Grouping Variables Predict Latent Class Membership Thresholds in a nominal model Model fit Interpreting a Class with Zero Cases? Survival Mixture Model Data File Problems How to reduce the classes LCA: understanding settings Item probability plot Confirmatory LPA Method for finding similiar trajectories Identifying "the class-defining u indicators" What type of data files can be used in Mplus? About Latent Class Zero-inflated latent growth modeling Who (what) should I believe? Two part gmm setup? Latent Change Score Mixture Model Replicating LL -- What's close enough? Singular inf matrix probs for gmm w/binary data Multi equation HLM model with panel data Error in fitting mixture model Number of participants needed for LCA Ordered Latent Class Analysis Stability of sequenced models LPA output message Bayesian priors for LCA paper Misidentified non-integers Output of first replication in simulation of GMM Local independence assumption and count variables LCA, count variables, overdispersion Adjusting for confounders Path analysis with 6 latent classes Confirmatory LCA Latent class analysis with covariates LCA: output and equation Interpreting error message BIC vs LMR LRT (in large samples) Mediated moderation in GMM Fixing thresholds in LCA Stack overflow? Changing class order in conditional lca Gmm classes on groups Out-of-range values for estimated means (LCGA) Ordered LCA with Bayes estimator Auxiliary (e) Apparent bug in Mplus Calculating class probabilities in a mixed model Information criteria and capitalization on chance Wald Test in LCGA Dual Trajectory Anlaysis Regression Mixture model Latent difference score Equation model of complex mixture model Cluster on FactorScores v.s IndividualVariables Tests of significance for LCA indicators Multigroup latent classes with empty classes Longitudinal LCA / LTA LCA with partial conditional independence Different specifications for LCA using covariates LCA with two latent categorical variables Merging latent classes GMM with diff. shapes (linear, quadratic, s-shape) TECH14 with mixture complex LCA and binary distal outcome Calculating results in probability scale Modification Index 999 Latent Transition Analysis with Multiple groups Covariates of Distal Outcomes Monte Carlo & Knownclass question Posterior Predictive P value in multi-group Bayes? Qu re: Web Note 15 - categorical latent variables LCA with replicate weights Mixture modelling and missing data in covariates Interaction between two experiment factors-1 Computationally demanding models The new 3-step approach latent class analysis Manual 3-step approach with auxiliary model Questions about LCA Study design with two sets of latent classes How to identify individuals in a class? Starting values for Growth Mixtures Covariates of the latent class Modeling Recurrent Events Using Latent Variables TECH14 warning GGMM with binary distal outcome Questions about LCA Tech10 Intensive longitudinal data Free factor structure in mixture modelling LCM with an interval-censored dependent variable Mixture Model with covariates - warning message Contradictory best fir statistics for LPA Non Invariance GMMs applied to nominal outcomes? GMMs applied to sibling interactions data? Latent Class Analysis with Repeated Observations? Likelihood not replicated, random starts maxed out Latent classes predicting continuous outcomes LCA Using Twin Data Missing x-values in the SERIES option error Guidance/advice for a growth mixture model "Dual process" LCGA PLOT 3 LCGA with covariate Latent Categorical and Latent Continuous Residual diagnostics for LPA Bayesian LCA - Assigning Individuals to Classes Covariates not significant 1-step method in LCA with continous distal outcome Can't get MFILE option to work with LCA Tech 7 Intercepts of latent class - Alpha (F) LTA and odds ratio question Monte Carlo GGM or LGM LCA and Covariates Error in reading data input file Example 7.14 question Auxiliary variables in GMM Simulation of LCA with distal outcome New mixture output in v7 Continuous and categorical indicators Syntax using final estimates for start values Missing data imputation in 3-step? LCA/LTA with indicators of mixed scale Latent class growth modeling with mediators Multiple group LCA with count& ordinal indicators LCA with type = complex Correlations Greater Than 1.0 in Class Standardized estimates and referent groups Show/hide legend grayed out PROC LCA / Survey Errors Data for Example 6, LCGA Multilevel, mixture, categorical model Covariates and interaction Twolevel LCA save cluster and individual id? Latent class as a predictor variable Combine classes in LCR Interpretation of i and s in twolevel LCGA Best format for 3-cat ordinal vars in LCA? More than one categorical latent in LCA Model constraint new for class prevalence Intercepts when using R3STEP Estimation of logistic regression in LCA Resolving endogeneity using mixture models Bootstrap SE/CI for class probs given xs & RRs Error messages and what they mean Multiple thresholds and probabilities One LC variable moderating effect of another Problems with mixture Rasch model Mixture IRT model LCA with epigenetic variables LCGA spaghetti plots Syntax for LPA Cannot find "results in probability scale" section LPA Syntax LCA and the "usevariables" list LCA - Save class and idvariable Restarting an interrupted analysis? Unresticted finite mixture model Predictors in LCGA Number of decimals Confirmatory LCA Result of Latent Profile Analysis Odds Ratios Different seed values Adapting Monte carlo from WebNote 15 Linear vs. linear and quadratic GMM Chi-Square Test for MCAR in LCA Deciding the number of latent classes for a GMM A question about SK tests Seeds and initial stage start numbers Mplus vs. EMMMIX finite mixture model solutions Test of invariance in latent class analysis Bootstrap test for k vs k-1 classes TECH11 - Replication of H0 Loglikelihood Value Outliers in GMM Log Transformed Values in Parallel Process LCA Mixture Model - control and moderation Class thresholds within a knownclass Three methods (ML, MLF, MLR) Changes in the sig. of growth factors across 3 GMM Mixture CFA (ordinal indicators): Model comparison Missing data handling Latent mean scores LCA quetsions Time varying covariates in DTSMA LCA with longitudinal data How to speed time while running mixture IRT Import dat-file from Mplus to SPSS LCA with shared indicators Monte Carlo - classification matrices don't tally The questions of output in mixture models Covariates and Distal Outcomes Multilevel mixture IRT simulation Latent class odds ratios and confidence intervals Piecewise GMM with individually varying times Class separation and entropy STSEED rules Getting posterior probabilities for each subject LTA: Regress trans probs on categorical covariate Label switching problem in mixture IRT models AIC increases and adjusted-BIC decreases? LCA Minimum Number LPA with non-normal items Latent State-Trait Analysis Latent Budget Model LCA with multiple latent variabels and 3 step Multilevel LCA, with 10 or more clusters LCA with ordered categorical variables Error message Latent curve model on the basis of classes? Active or inactive covariates LPA with only 2 variables Estimation method for mixture rasch model Polytomous data LPA Questions Issues of skewness and kurtosis in GMMs Convergence Problem Residual covariances Constraint on LCA Changing the path automatically LCA / LTA observed variables Using Tech12 and RESIDUAL Output into R GMM with more than one indicator Increasing starting values Equidistance in LTA LCA with a single binary outcome Knownclass + class labelling Standardizing scores - unnecessary but possible? Multiple Group LCA / questionnaire's cut-off Standard errors of zero using R3STEP LCR parameters fixed--better with more covariates? Automatic vs manual 3-step approaches Dcat/dcon vs. r3step for LCGA Mixture LCGA and survival + 3-step regression One observation missing in LCA Equations Solved for LCA Accidentally deleted a thread Manual 3-step approach BCH method for estimating a distal outcome Standard errors conditional item probabilities Standard errors conditional item probabilities Appendix K Rhdf5 package doesn't work in Rv3.1 Longitudinal, multilevel LCA Help Monte Carlo with Latent Profile Data Ssd Chemical for cleaning black Dollars, euros, Classify-analyze vs. DCAT different results Second Order LCA for different behaviors Variables associated with LTA The Mixed Rasch model LCA error message Is p value exactly 1.000 in LCA a problem? ML GMM with between group mixtures Variables associated with LTA AIC vs. BIC and LCA How to weight indicator variables LCA with one known/zero class Multilevel Multivariate LCA (or LTA) NON-POSITIVE DEFINITE MATRIX IRT mixtur model with auxiliary variables Alignment method and significant level Thresholds in GMM w/ categorical distal outcome Univariate entropy GMM with non-normal distribution Auxiliary variables in 3-step LTA Spatial factor analysis vs. Mixture modeling ESTIMATION REACHED A SADDLE POINT Question about Ex8.1 from the user guide Latent class analysis with multiple imputation Two growth process growth mixture model Gmm with distal outcomes multilevel mixed IRT model Latent Class - indicator versus covariate Multilevel LCA and 3-step 3 step approach of GMM Bayesian estimation and latent class regression Univariate entropy Treating time in a different way using GMM Exporting data from two-level LCA Manual 3-step hits limit of nominal categories Entropy too high Redo Winbugs analysis in Mplus - Mediation LCA w/ covariates Ordered model constraint of item probabilities Non-positive product matrix Ordinal laten class variable Latent class regression with complex survey design T1 Covariates in GMM Latent profile mediator Bayesian Latent Profile Analysis; Need CPROB LCA with cross sectional data Skewed Class Indicators in LPA Intepretation of LCA with nominal indicators Producing Class Means Obtaining TIF/ICCs from an SP-FA LCA with tech11 and tech14 output 2 questions regarding LCA How to get the odds ratio in LCA Failing to perform a simple simulation DCAT question Vary Dispersion Parameters Over Classes in NB LCA Mixture factor model Classes with very low numbers of subjects Latent Class Analysis LCGM: A continuous and a count DV Wishlist for MPlus 8 Finite Mixture Regression for Segmentation Inconsistencies when freeing residual variances Sample size PARAMETERIZATION=RESCOV Auxiliary Variables in Mixture Modeling LCA Plot Issue BIC vs. Sample-size adjusted BIC for interaction LPA - Class with zero membership count Chi Square and degrees of freedom in LCA Bayesian Regression parameter constraint Comparing LPA: Real Data vs Monte Carlo Simluation Newbie, Some advice with LCA much appreciated Pearson and LR chi-square test differed LCA allowing local dependence, reading tech10 LCA with tech11 (LMR) when k=1 Choosing variables for LCA analysis Tech11 vs tech14 and BIC Specifications for LGMM Uncorrelated Variables in a LCA Missing cells in Latent Transition Models LPA error Factor Mixture Model vs LPA w/ Factor Scores Multiple sequential GMM Mixture Modeling with control variables LCA with random effects Measurement equivalence in LCA GGMM_time-varying outcomes LPA, auxiliary variables, and counts Unequal btw-person var/cov across classes Error message in LCA FMA factor savedata Equating item parameters for mixture simulation Multiple group LCA with covariates Twin Factor Mixture Modeling-first step LCA and the ACE model (twins) Latent nominal mediator Repeated-measures latent class analysis 1-Step approach for DU3STEP FMM & IRT mixture modeling Multi-level modeling w/ unconventional nesting R3Step plotting and Tech14 (LCA) Mixture EFA Different curvatures in each class Comparing RESIDUAL and TECH10 Using covariates to improve entropy Comparing Linear and Quadratic GMMs LCA problems with parameter 3-step multilevel LCA LCA 2+ outcomes in categorical variables Multi-mixed Factor: Classes of Within by Persons Zero-inflated gamma regression Latent variable regressions in LTA Propensity Scores and GMM Covariates & distals in LPA mixture CFA GMM with a latent variable indicator Multilevel LCR with a Distal Outcome Predictor variables No graphs in LCA? MLPA LCA with the weights The warning of BLRT About Latent Profile Analysis LTA FOR TWO TIME POINTS WITH A COVARIATE GMM Evaluation of class homogeneity LPA with unequally spaced time points Prior Plot save options grayed out Unpublishable results due to error? LRT test LCA Agreement Kappa Latent class growth mixture model LCA Measurement Invariance - Trend Analysis Non significant VLMR in weighted LCA LCGA - pain classes Fix latent class probabilities Regression mixture model Residual Covariances (Cate/Cont) OMP_NUM_THREADS error message. Reporting LCA Results Missing Data in LTA Creating grouping variables for my latent profiles Variances fixed or floating Interaction Terms in LTA Correlated factor model Clustering growth with two time points. Creating multiple grouping variables per case Person parameters for mixture IRT models Latent Profile Analysis in Survival Analysis LCA/LTA for population level data Factor Analysis with LCA Results Factor Mixture Model Variations LCA with Covariates, Distal, and Imputation Latent Profile Analysis Seeking confirmation about LPA Syntax Latent Change Score standardization Measurement Invariance in LCA Model Fit Indices for Complex Survey Data Impossible Variance Error Saving ID variable from LCA Maximum Likelihood Estimator Robust for Skewness LPA Error Covariates in LCGA Multiple Group Analysis Measurement Invariance Syntax Confirmation Can you use SAVE = cprobs in an LTA LCGA- How to fix slope of one class? Error in conducting 3-step LTA method Mediation/Interaction: 4-way decomposition LPA solution Formula for Measurement Error in LTA LTA Error Troubleshoot LTA in demo version GMM with Binary Variable Relationship between entropy in LTA and LPA LPA R3step with missing data on covariates Predicting an outcome using LTA Parametric and Nonparametric MLM Mixture Models Latent Profile Analysis - Normalising variables Class membership as a predictor - algorithm? LTA,distal outcome, and covariates Specify starting values for all parameters? LPA 3-step Latent Class Regression issue LCA for egocentric social network data Identifying the correct profile for 1 person Required number of endorsements per indicator LCA from latent variables? Different covairances in Mplus and SPSS? Auxiliary models with BCH weights Class variable as mediator Descriptives for clusters Multiple group analysis LPA with both categorical and continuous data Odds ratios Number of classes in TYPE = MIXTURE RANDOM LCA - Non-positive definite matrix Difference in MPLUS and MCLUST estimates Moderators in GMM models - is it possible? Standardized residuals in LPA Multiple class structures within a single dataset Two part model Exploding coefficients in logit LCA with a distal outcome and covariates Identifying classes in LTA output Mxiture irt constraint Change Variables and Interactions LCA trend in LMR(p) Warnings Class prob. 0.000 and 1.000 for binary indicators Initialization Identifying cases (participants) BLRT for LTA AR2 v AR1 Obtaining linear predictions LCGA for randomized control trials Dealing with label switching with three classes Question about 3-step approach 3-Step Distal Outcomes in Latent Class Analysis LPA Reproduced Data STDYX mean values in LPA The analysis time of LPA Suppress MS-DOS windows LCA Response bias Do not estimate select items across classes VLMR test output not always appearing Testing LCA Item Probability Differences Growth mixture modeling in treatment study Differences between latent trajectory classes Sample size requirements for latent class analysis Nonlinear relationship - covariates and outcome Fit: LPA with different no. of indicators Class membership counts Conditional Independence LCGA Best approach to LCGA with time-varying covariate Mixture model with crossed REs? 3-step mixture modeling with training data LCA w/unordered categorical latent class indicator Two-step method for predictors of latent classes Partial Measurement Invariance in GMM model Interpreting MODEL CONSTRAINT output LPA, 3-step method, the value of Est./S.E. is 999 Ordered vs Unordered Solutions LPA Skewed Means LPA predicting LGM Interpreting the intercept in mixture model LCA comparing groups Latent Logistic Test Model Class-specific Between Variable Problem Testing for local dependence in LPA Undetected counterfeit (benjack20008@gmail.com) Growth Mixture Model with Known Classes BLRT Bivariate Residual problem Auxiliary variables in mixture modeling: bch Latent Variable Mixture Modeling LCA Log Low & Log High Multi-level LCA How many indicators in LCA/LPA are too many? Default Missing Data for LCA BCH with covariate interpretation BLRT problems with neg-bin GMM Output of second-order LTA model Weights in longitudinal GMM Error Message saving CPROBS Testing for Equivalence LPA (3 Step?) LPA: Class Probabilities Results Latent classes as X variables Transition analysis from continuous indicators Latent Profile Analysis with Repeated Measures Factor Mixture Modeling with Covariates & Outcomes LCA: BIC finds no minimum Merging Transition Probabilities in LTA Windows vs. Mac: Mac 3 times slower Omnibus test (Wald) of predictors of latent class Confidence intervals and p-values not coherent Comparing LCGA models Auxiliary vars in mixture modeling Interpretation of factor loadings in FMM Class Enumeration TDIST function for kurtotic distributions Mixture logistic regression Comparison of Student t and Gaussian mixture model How to perform trajectories on factorial means? LRT tests with predefined classes When time series analysis can use in mixture model Tech 11 output using random time scores (TS) Free loading parallel process growth mixture model GMM and Missing Data LCGA, FIML and deceased participants Using LPA profiles with new data Help needed with variance error LPA with highly non-normal indicators valid? 3-step specification LTA and distal outcomes LTA with 2 covariates and interaction between them Relating an LTA to a GMM Relating two latent class variables LCGA and GMM Two-part modelling and missing data Random-Intercept LTA (RI-LTA) Example 8.14 with more than two time points. LCA - Non-positive definite product matrix Running LCA analyses in Linux STDYX in LPA Mixture model with all missing in some classes DCAT chi-square tests after multiple imputation Latent transition analysis Latent Profile Analysis: class probabilities Inconsistent fit statistics Saving conditional item probabilities LCA and LPA with categorical distal outcome BCH with arbitrary secondary model Latent Profile Analysis in Mplus vs. STATA K-means vs LPA or LCA Measurement errors for most likely class Saving class/cluster membership LCA R3STEP w/ Complex Survey Data A proper way to handle LPA variables Establishing model-fit with count indicators GMM and transitioning from latent classes found LCA with multiple imputed datasets Stratified LCA and R3STEP with type=imputation; Mixture Rasch model with mixed format test Questions about LPA Waring and problem with the number of observation LCA multiple imputation LCA w/ cat and cont latent indicators Equating transitional probabilities Estimating prevalence of classes from survey data AVEPP's for manually generated clusters UG Example 7.9 output interpretation LPA with Ipsative Data/Log Ratios Performing factor analysis before LPA LTA with covariates and distal outcomes Z-score for transition probabilities FIML or multiple imputation for LPTA? Miterations When entropy is low in LPA Latent Class Growth Model Multilevel Data/Complex Sample Dynamic Structural Equation Modeling Missing Data Modeling

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